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Efficient linear scaling method for computing the thermal conductivity ...

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EFFICIENT LINEAR SCALING METHOD FOR COMPUTING ... PHYSICAL REVIEW B 83, 155416 (2011)<br />

κ (nW/K)<br />

40<br />

35<br />

30<br />

25<br />

20<br />

15<br />

10<br />

5<br />

pristine<br />

L=100 nm<br />

L=500 nm<br />

L=1 μm<br />

L=2 μm<br />

0<br />

0 100 200 300 400 500<br />

Temperature (K)<br />

FIG. 7. (Color online) Thermal conductance <strong>for</strong> <strong>the</strong> ZGNR (Nz =<br />

80, solid lines) and <strong>the</strong> AGNR (Na = 138, dashed lines) with edge<br />

disorder of 10% and various ribbon lengths.<br />

<strong>the</strong>rmal conductance of AGNRs to be smaller than that of <strong>the</strong><br />

ZGNRs <strong>for</strong> a fixed-edge disorder strength and ribbon length.<br />

Although <strong>the</strong> difference is found to be reduced as <strong>the</strong> ribbon<br />

width increases (not shown), coherent phonon propagation is<br />

still sensitive to <strong>the</strong> ribbon edge shape.<br />

C. Limits of <strong>the</strong> <strong>method</strong>ology<br />

The fact that <strong>the</strong> relaxation time and <strong>the</strong> mean free path<br />

diverge as ω → 0 introduces a physical limit to calculate <strong>the</strong><br />

mean free paths using real-time simulation techniques. There<strong>for</strong>e,<br />

<strong>the</strong>re always exists a nonzero frequency, below which<br />

<strong>the</strong> diffusion coefficient D(t) does not reach its maximum<br />

value within a given computation time, and this sets a lowest<br />

accessible frequency ωmin. The phonon wave-packet dynamics<br />

is originally determined by <strong>the</strong> time evolution operator U(t);<br />

however, <strong>the</strong> Chebyshev expansion of U(t) has a relatively<br />

large error <strong>for</strong> low frequencies (see Fig. 2). There<strong>for</strong>e, it is<br />

preferable to use U(t) in place of U(t) <strong>for</strong> <strong>the</strong> sake of accuracy.<br />

However, <strong>the</strong> evolution of low-frequency modes is slower<br />

with U(t), and ωmin increases within a given computation<br />

time, which creates a computational limit. The accuracy of<br />

<strong>the</strong> results with U(t) needs to be checked when <strong>the</strong> disorder<br />

in <strong>the</strong> system is relatively strong. In <strong>the</strong> case of very strong<br />

disorder, <strong>the</strong> approximation is less accurate, and one has to<br />

use <strong>the</strong> expansion of U(t) directly. Even though <strong>the</strong> time<br />

evolution based on <strong>the</strong> expansion of U(t) cannot give <strong>the</strong><br />

correct in<strong>for</strong>mation about very low frequency modes, features<br />

<strong>for</strong> <strong>the</strong> high-frequency modes can still be extracted, provided<br />

that <strong>the</strong> time step and <strong>the</strong> number of Chebyshev polynomials<br />

are chosen properly. The lowest accessible frequency by using<br />

* The first two authors contributed equally and share <strong>the</strong> first<br />

authorship of this work.<br />

† stephan.roche@icn.cat<br />

‡ g.cuniberti@tu-dresden.de<br />

1 C. W. Chang, D. Okawa, H. Garcia, T. D. Yuzvinsky, A. Majumdar,<br />

and A. Zettl, Appl. Phys. Lett. 90, 193114 (2007).<br />

155416-7<br />

U(t) can be smaller than <strong>the</strong> one from U(τ), depending on <strong>the</strong><br />

system. We also note that ωmin depends on <strong>the</strong> computational<br />

capability. Since one can upscale <strong>the</strong> calculations by means<br />

of high-per<strong>for</strong>mance <strong>computing</strong>, materials o<strong>the</strong>r than carbon<br />

are within reach of <strong>the</strong> presented scheme. It is also worth<br />

mentioning that, even without high-per<strong>for</strong>mance computation<br />

techniques, we could achieve mean free paths as long as a few<br />

micrometers, at <strong>the</strong> same order of magnitude with experimental<br />

sample sizes. At <strong>the</strong>se length scales, boundary scattering is <strong>the</strong><br />

detrimental scattering mechanism.<br />

For systems where anharmonicity plays an important role,<br />

an extension of <strong>the</strong> current <strong>method</strong>ology is required to account<br />

<strong>for</strong> dissipation effects and phonon lifetimes. The inclusion<br />

of anharmonic effects is beyond <strong>the</strong> scope of this study and<br />

deserves fur<strong>the</strong>r consideration.<br />

IV. CONCLUSION<br />

We have presented an efficient <strong>linear</strong> <strong>scaling</strong> approach to<br />

compute coherent phonon wave-packet propagation in real<br />

space and to evaluate <strong>the</strong> related <strong>the</strong>rmal conductance. The<br />

computational accuracy and efficiency were demonstrated <strong>for</strong><br />

isotope disordered carbon nanotubes and large-width graphene<br />

nanoribbons with edge disorder, respectively. A strong impact<br />

of edge-disorder profile on <strong>the</strong> <strong>the</strong>rmal conductance was found,<br />

as well as an edge shape dependence of <strong>the</strong>rmal conductance,<br />

opening interesting perspectives <strong>for</strong> <strong>the</strong>rmoelectrical applications.<br />

One should remark that this <strong>linear</strong> <strong>scaling</strong> <strong>method</strong> can<br />

be implemented without major difficulty <strong>for</strong> a wide range of<br />

o<strong>the</strong>r materials, including boron-nitride-based materials 55 or<br />

silicon-based materials (nanowires, superlattices, etc.). 56<br />

ACKNOWLEDGMENTS<br />

This work was supported by <strong>the</strong> priority program Nanostructured<br />

Thermoelectrics (SPP-1386) of <strong>the</strong> German Research<br />

Foundation (DFG Contract No. CU 44/11-1), <strong>the</strong> cluster<br />

of excellence of <strong>the</strong> Free State of Saxony ECEMP—European<br />

Center <strong>for</strong> Emerging Materials and Processes Dresden (Project<br />

No. A2), <strong>the</strong> European Social Funds in Saxony (research group<br />

InnovaSens), and <strong>the</strong> Alexander von Humboldt Foundation.<br />

This work is also supported by <strong>the</strong> NANOSIM-GRAPHENE<br />

Project No. ANR-09-NANO-016-01 funded by <strong>the</strong> French<br />

National Agency (ANR) in <strong>the</strong> frame of its 2009 program<br />

in Nanosciences, Nanotechnologies and Nanosystems<br />

(P3N2009) and by <strong>the</strong> World Class University program sponsored<br />

by <strong>the</strong> South Korean Ministry of Education, Science, and<br />

Technology Program, Project No. R31-2008-000-10100-0.<br />

The authors are thankful to N. Mingo <strong>for</strong> fruitful discussions.<br />

W.L. thanks <strong>the</strong> CAS-MPG joint doctoral promotion program.<br />

The Center <strong>for</strong> In<strong>for</strong>mation Services and High Per<strong>for</strong>mance<br />

Computing (ZIH) at TU-Dresden is acknowledged.<br />

2B. Li, L. Wang, and G. Casati, Appl. Phys. Lett. 88, 143501<br />

(2006).<br />

3L.-A. Wu and D. Segal, Phys. Rev. Lett. 102, 095503 (2009).<br />

4L. Wang and B. Li, Phys.Rev.Lett.99, 177208 (2007).<br />

5G. Pernot, M. Stoffel, I. Savic, F. Pezzoli, P. Chen, G. Savelli,<br />

A. Jacquot, J. Schumann, U. Denker, I. Mönch, Ch. Deneke, O. G.

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